{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iris的键:\n",
      "dict_keys(['data', 'target', 'frame', 'target_names', 'DESCR', 'feature_names', 'filename'])\n"
     ]
    }
   ],
   "source": [
    "from sklearn.datasets import load_iris\n",
    "iris_dataset = load_iris() # 加载鸢尾花数据\n",
    "print(f\"iris的键:\\n{iris_dataset.keys()}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part1.认识数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<ul>\n",
    "    <li>DESCR:对数据集的简要说明</li>\n",
    "    <li>targets_name:对应的值是一个字符串列表，里面是我们要预测的花的品种</li>\n",
    "    <li>feature_name:对应的字符串列表,对每一个特征做了说明</li>\n",
    "    <li>data:鸢尾花的特征数据</li>\n",
    "    <li>target:target数组包含的是测量过的每朵花的品种</li>\n",
    "</ul>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ".. _iris_dataset:\n",
      "\n",
      "Iris plants dataset\n",
      "--------------------\n",
      "\n",
      "**Data Set Characteristics:**\n",
      "\n",
      "    :Number of Instances: 150 (50 in each of three classes)\n",
      "    :Number of Attributes: 4 numeric, pre......\n"
     ]
    }
   ],
   "source": [
    "print(f\"{iris_dataset['DESCR'][:193]}......\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "targert_name:\n",
      "['setosa' 'versicolor' 'virginica']\n"
     ]
    }
   ],
   "source": [
    "print(f\"targert_name:\\n{iris_dataset['target_names']}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Feature Name:\n",
      "['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)', 'petal width (cm)']\n"
     ]
    }
   ],
   "source": [
    "# feature_name\n",
    "print(f\"Feature Name:\\n{iris_dataset['feature_names']}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "鸢尾花数据(前五条):\n",
      ":[[5.1 3.5 1.4 0.2]\n",
      " [4.9 3.  1.4 0.2]\n",
      " [4.7 3.2 1.3 0.2]\n",
      " [4.6 3.1 1.5 0.2]\n",
      " [5.  3.6 1.4 0.2]]\n"
     ]
    }
   ],
   "source": [
    "# data:\n",
    "print(f\"鸢尾花数据(前五条):\\n:{iris_dataset['data'][:5]}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "shape of data:\n",
      "(150, 4)\n"
     ]
    }
   ],
   "source": [
    "print(f\"shape of data:\\n{iris_dataset['data'].shape}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Type of target:\n",
      "<class 'numpy.ndarray'>\n"
     ]
    }
   ],
   "source": [
    "# target type\n",
    "print(f\"Type of target:\\n{type(iris_dataset['target'])}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of target:\n",
      "(150,)\n"
     ]
    }
   ],
   "source": [
    "# target shape\n",
    "print(f\"Shape of target:\\n{iris_dataset['target'].shape}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "品种数据:\n",
      "[0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n",
      " 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
      " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2 2 2 2\n",
      " 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n",
      " 2 2]\n"
     ]
    }
   ],
   "source": [
    "# target\n",
    "print(f\"品种数据:\\n{iris_dataset['target']}\") #0代表setosa,1代表versicor,2代表virginica"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part2 划分数据集(训练数据与测试数据)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train shape:(112, 4)\n",
      "y_train shape(112,):\n"
     ]
    }
   ],
   "source": [
    "# 对数据调用 train_test_split,划分训练集和测试集\n",
    "# X表示特征数据,y表示输出数据(标签)\n",
    "# X_train,y_train表述训练集数据.\n",
    "# X_Test，y_test表示测试集数据\n",
    "from sklearn.model_selection import train_test_split\n",
    "X_train,X_test,y_train,y_test=train_test_split(\n",
    "    iris_dataset['data'],iris_dataset['target'],random_state=0 # 为确保多次运行函数得到相同的输出,我们利用random_state参数设定了随机数生成\n",
    ")                                                              # 随机数种子,这样函数输出就是固定不变\n",
    "print('X_train shape:{}'.format(X_train.shape))\n",
    "print(f'y_train shape{y_train.shape}:')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_test shape:(38, 4)\n",
      "y_test shape:(38,)\n"
     ]
    }
   ],
   "source": [
    "print(f\"X_test shape:{X_test.shape}\")\n",
    "print(f\"y_test shape:{y_test.shape}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part3.观察数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import mglearn\n",
    "# import pandas as pd\n",
    "# 利用X_train中的数据创建DataFrame\n",
    "iris_dataframe=pd.DataFrame(X_train,columns=iris_dataset.feature_names)\n",
    "# 利用DataFrame创建散点图矩阵,按y_train着色\n",
    "grr = pd.plotting.scatter_matrix(iris_dataframe,c=y_train,figsize=(15,15),marker='o',hist_kwds={'bins':20},s=60,alpha=0.8,cmap=mglearn.cm3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part4.构建第一个模型:K近邻算法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KNeighborsClassifier(n_neighbors=1)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "# 实例化 KNeighborsClassifier类\n",
    "knn = KNeighborsClassifier(n_neighbors=1) # 设置邻居数(k)为1\n",
    "knn.fit(X_train,y_train) # 构建KNN模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_new.shpae:(1, 4)\n"
     ]
    }
   ],
   "source": [
    "# 待分类数据\n",
    "import numpy as np\n",
    "X_new=np.array([[5,2.9,1,0.2]])\n",
    "print(f'X_new.shpae:{X_new.shape}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part5.做出预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Prediction:[0]\n",
      "Predicted target name:['setosa']\n"
     ]
    }
   ],
   "source": [
    "# 调用knn对象的predit方法来预测:\n",
    "prediction = knn.predict(X_new)\n",
    "print(f\"Prediction:{prediction}\")\n",
    "print(f\"Predicted target name:{iris_dataset['target_names'][prediction]}\") # 预测出该花属于setosa品种"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part6 评估模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "测试集的预测:\n",
      "[2 1 0 2 0 2 0 1 1 1 2 1 1 1 1 0 1 1 0 0 2 1 0 0 2 0 0 1 1 0 2 1 0 2 2 1 0\n",
      " 2]\n"
     ]
    }
   ],
   "source": [
    "# 此处需要用到测试集数据(X_test,y_test)\n",
    "y_pred=knn.predict(X_test)\n",
    "print(f\"测试集的预测:\\n{y_pred}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part7 评估模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "测试数据精确度:0.9736842105263158\n"
     ]
    }
   ],
   "source": [
    "print(f\"测试数据精确度:{np.mean(y_pred==y_test)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test at score:0.97\n"
     ]
    }
   ],
   "source": [
    "# 此外还可以使用knn对象的score方法来计算测试集的精确度\n",
    "print(f\"Test at score:{round(knn.score(X_test,y_test),2)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part8 小结"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<P>这次鸢尾花的分类问题步骤如下</P>\n",
    "<ol>\n",
    "    <li>认识sklearn中的鸢尾花数据的数据结构(明确数据特征和标签)</li>\n",
    "    <li>划分数据集与测试集(一般测试集数据占总体的25%)</li>\n",
    "    <li>观察数据(数据可视化)</li>\n",
    "    <li>构建模型</li>\n",
    "    <li>预测一条鸢尾花数据</li>\n",
    "    <li>评估模型</li>\n",
    "</ol>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 核心代码\n",
    "\n",
    ">  ### 划分数据集\n",
    "X_train,X_test,y_train,y_test = train_test_split(iris_dataset['data'],iris_dataset['target'],random_state=0)\n",
    "\n",
    "\n",
    "> ### 实列化KNN对象\n",
    "knn=KNeighborsClassifier(n_neighbors=1)\n",
    "\n",
    "> ### 构建KNN模型\n",
    "knn.fit(X_train,y_train)\n",
    "\n",
    "> ### 做出预测\n",
    "X_new=np.array([[5,2.9,1,0.2]])<br>\n",
    "knn.predict(X_new)\n",
    "\n",
    "> ### 评估模型\n",
    "knn.socre(X_test,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "display_name": "Python 3",
   "language": "python",
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
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   "pygments_lexer": "ipython3",
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